Understanding GPU power: A survey of profiling, modeling, and simulation methods

RA Bridges, N Imam, TM Mintz - ACM Computing Surveys (CSUR), 2016 - dl.acm.org
Modern graphics processing units (GPUs) have complex architectures that admit
exceptional performance and energy efficiency for high-throughput applications. Although …

Research challenges in parallel and distributed simulation

RM Fujimoto - ACM Transactions on Modeling and Computer …, 2016 - dl.acm.org
The parallel and distributed simulation field has evolved and grown from its origins in the
1970s and 1980s and remains an active field of research to this day. A brief overview of …

Powerpack: Energy profiling and analysis of high-performance systems and applications

R Ge, X Feng, S Song, HC Chang, D Li… - … on Parallel and …, 2009 - ieeexplore.ieee.org
Energy efficiency is a major concern in modern high-performance computing system design.
In the past few years, there has been mounting evidence that power usage limits system …

Environment-conscious scheduling of HPC applications on distributed cloud-oriented data centers

SK Garg, CS Yeo, A Anandasivam, R Buyya - Journal of Parallel and …, 2011 - Elsevier
The use of High Performance Computing (HPC) in commercial and consumer IT
applications is becoming popular. HPC users need the ability to gain rapid and scalable …

A power-aware run-time system for high-performance computing

C Hsu, W Feng - SC'05: Proceedings of the 2005 ACM/IEEE …, 2005 - ieeexplore.ieee.org
For decades, the high-performance computing (HPC) community has focused on
performance, where performance is defined as speed. To achieve better performance per …

Performance-constrained distributed dvs scheduling for scientific applications on power-aware clusters

R Ge, X Feng, KW Cameron - SC'05: Proceedings of the 2005 …, 2005 - ieeexplore.ieee.org
Left unchecked, the fundamental drive to increase peak performance using tens of
thousands of power hungry components will lead to intolerable operating costs and failure …

Maximizing throughput of overprovisioned hpc data centers under a strict power budget

O Sarood, A Langer, A Gupta… - SC'14: Proceedings of the …, 2014 - ieeexplore.ieee.org
Building future generation supercomputers while constraining their power consumption is
one of the biggest challenges faced by the HPC community. For example, US Department of …

Just-in-time dynamic voltage scaling: Exploiting inter-node slack to save energy in mpi programs

VW Freeh, N Kappiah, DK Lowenthal… - Journal of Parallel and …, 2008 - Elsevier
Although users of high-performance computing are most interested in raw performance, both
energy and power consumption have become critical concerns. As a result, improving …

A roofline model of energy

JW Choi, D Bedard, R Fowler… - 2013 IEEE 27th …, 2013 - ieeexplore.ieee.org
We describe an energy-based analogue of the time-based roofline model. We create this
model from the perspective of algorithm designers and performance tuners, with the intent …

Analyzing the energy-time trade-off in high-performance computing applications

VW Freeh, DK Lowenthal, F Pan… - … on Parallel and …, 2007 - ieeexplore.ieee.org
Although users of high-performance computing are most interested in raw performance both
energy and power consumption has become critical concerns. One approach to lowering …